Network-based approach to prediction and population-based validation of in silico drug repurposing

被引:328
|
作者
Cheng, Feixiong [1 ,2 ,3 ,4 ]
Desai, Rishi J. [5 ]
Handy, Diane E. [6 ]
Wang, Ruisheng [6 ]
Schneeweiss, Sebastian [5 ]
Barabasi, Albert-Laszlo [1 ,3 ,4 ,7 ,8 ]
Loscalzo, Joseph [6 ]
机构
[1] Northeastern Univ, Ctr Complex Networks Res, Boston, MA 02115 USA
[2] Northeastern Univ, Dept Phys, Boston, MA 02115 USA
[3] Dana Farber Canc Inst, Ctr Canc Syst Biol, Boston, MA 02215 USA
[4] Dana Farber Canc Inst, Dept Canc Biol, Boston, MA 02215 USA
[5] Harvard Med Sch, Brigham & Womens Hosp, Div Pharmacoepidemiol & Pharmacoecon, Dept Med, Boston, MA 02115 USA
[6] Harvard Med Sch, Brigham & Womens Hosp, Dept Med, Boston, MA 02115 USA
[7] Harvard Med Sch, Brigham & Womens Hosp, Channing Div Network Med, Dept Med, Boston, MA 02115 USA
[8] Cent European Univ, Ctr Network Sci, H-1051 Budapest, Hungary
关键词
CORONARY-HEART-DISEASE; PROTEOME-SCALE MAP; PROPENSITY-SCORE; INFLAMMATORY CYTOKINES; MYOCARDIAL-INFARCTION; RHEUMATOID-ARTHRITIS; BRUGADA-SYNDROME; DATABASE; RISK; RESOURCE;
D O I
10.1038/s41467-018-05116-5
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Here we identify hundreds of new drug-disease associations for over 900 FDA-approved drugs by quantifying the network proximity of disease genes and drug targets in the human (protein-protein) interactome. We select four network-predicted associations to test their causal relationship using large healthcare databases with over 220 million patients and state-of-the-art pharmacoepidemiologic analyses. Using propensity score matching, two of four network-based predictions are validated in patient-level data: carbamazepine is associated with an increased risk of coronary artery disease (CAD) [hazard ratio (HR) 1.56, 95% confidence interval (CI) 1.12-2.18], and hydroxychloroquine is associated with a decreased risk of CAD (HR 0.76, 95% CI 0.59-0.97). In vitro experiments show that hydroxychloroquine attenuates pro-inflammatory cytokine-mediated activation in human aortic endothelial cells, supporting mechanistically its potential beneficial effect in CAD. In summary, we demonstrate that a unique integration of protein-protein interaction network proximity and large-scale patient-level longitudinal data complemented by mechanistic in vitro studies can facilitate drug repurposing.
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页数:12
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